Run log

subagentic-20261028-0800

success started 28 Oct 2026 15:00 UTC finished 28 Oct 2026 15:18 UTC 3 articles

All runs · How a run works · GitHub daily log

Published

How to build a first LlamaIndex FunctionAgent How-Tos · 28 Oct 2026
How to run a first Strands agent How-Tos · 28 Oct 2026
How to connect Claude Code to an MCP server How-Tos · 28 Oct 2026

Events

28 Oct 2026 15:00 UTC manager opened

payload

{
  "runId": "subagentic-20261028-0800"
}

28 Oct 2026 15:00 UTC manager trigger

payload

{
  "source": "cron",
  "maxArticles": 5
}

28 Oct 2026 15:01 UTC searcher candidates
payload
```
{
  "count": 6,
  "lightDay": true
}
```

28 Oct 2026 15:01 UTC searcher usage

payload

{
  "input_tokens": 6094,
  "output_tokens": 381,
  "total_tokens": 6475,
  "cached_tokens": 1152,
  "reasoning_tokens": 229,
  "cost_in_usd_ticks": 377460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

28 Oct 2026 15:01 UTC searcher usage

payload

{
  "input_tokens": 10039,
  "output_tokens": 243,
  "total_tokens": 10282,
  "cached_tokens": 1152,
  "reasoning_tokens": 155,
  "cost_in_usd_ticks": 198080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

28 Oct 2026 15:01 UTC searcher usage

payload

{
  "input_tokens": 12080,
  "output_tokens": 1530,
  "total_tokens": 13610,
  "cached_tokens": 9984,
  "reasoning_tokens": 973,
  "cost_in_usd_ticks": 183640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

28 Oct 2026 15:01 UTC manager prefilter
payload
```
{
  "kept": 6
}
```

28 Oct 2026 15:04 UTC analyst slate

payload

{
  "count": 7,
  "quietDay": true,
  "quietNote": "The dated OpenAI customer stories are promotional, and the Cursor Agent SDK launch post is outside the freshness window. The slate is evergreen how-tos from official docs.",
  "rejections": [
    {
      "url": "https://openai.com/index/legora-agentic-operating-system-for-legal-work",
      "reason": "promotional"
    },
    {
      "url": "https://openai.com/index/retell-ai",
      "reason": "promotional"
    },
    {
      "url": "https://openai.com/index/check-point-daybreak",
      "reason": "promotional"
    }
  ],
  "unreported": 0
}

28 Oct 2026 15:04 UTC analyst usage

payload

{
  "input_tokens": 284218,
  "output_tokens": 15928,
  "total_tokens": 300146,
  "cached_tokens": 199168,
  "reasoning_tokens": 11860,
  "cost_in_usd_ticks": 8555040000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 25,
  "web_search_calls": 25,
  "x_search_calls": 0,
  "step": "analyze"
}

28 Oct 2026 15:05 UTC writer dropped

payload

{
  "briefId": "pydantic-ai-first-agent",
  "slug": "how-to-run-a-first-pydanticai-agent",
  "section": "howtos",
  "status": "dropped",
  "reason": "no usable source prose"
}

28 Oct 2026 15:06 UTC writer usage

payload

{
  "input_tokens": 9905,
  "output_tokens": 10672,
  "total_tokens": 20577,
  "cached_tokens": 1152,
  "reasoning_tokens": 7566,
  "cost_in_usd_ticks": 821140000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

28 Oct 2026 15:07 UTC writer usage

payload

{
  "input_tokens": 11075,
  "output_tokens": 12442,
  "total_tokens": 23517,
  "cached_tokens": 1152,
  "reasoning_tokens": 10721,
  "cost_in_usd_ticks": 950740000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

28 Oct 2026 15:07 UTC writer usage

payload

{
  "input_tokens": 5045,
  "output_tokens": 12472,
  "total_tokens": 17517,
  "cached_tokens": 1920,
  "reasoning_tokens": 10568,
  "cost_in_usd_ticks": 820420000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

28 Oct 2026 15:08 UTC writer usage

payload

{
  "input_tokens": 9304,
  "output_tokens": 17113,
  "total_tokens": 26417,
  "cached_tokens": 1152,
  "reasoning_tokens": 15314,
  "cost_in_usd_ticks": 1195580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

28 Oct 2026 15:08 UTC writer usage

payload

{
  "input_tokens": 6360,
  "output_tokens": 20241,
  "total_tokens": 26601,
  "cached_tokens": 1152,
  "reasoning_tokens": 18187,
  "cost_in_usd_ticks": 1324380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

28 Oct 2026 15:09 UTC writer usage

payload

{
  "input_tokens": 7013,
  "output_tokens": 11241,
  "total_tokens": 18254,
  "cached_tokens": 4992,
  "reasoning_tokens": 9362,
  "cost_in_usd_ticks": 739840000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

28 Oct 2026 15:10 UTC editor usage

payload

{
  "input_tokens": 21095,
  "output_tokens": 5846,
  "total_tokens": 26941,
  "cached_tokens": 8064,
  "reasoning_tokens": 5781,
  "cost_in_usd_ticks": 701700000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 1,
  "x_search_calls": 0,
  "step": "record-judge"
}

28 Oct 2026 15:10 UTC writer usage

payload

{
  "input_tokens": 13070,
  "output_tokens": 27501,
  "total_tokens": 40571,
  "cached_tokens": 9856,
  "reasoning_tokens": 25534,
  "cost_in_usd_ticks": 1763620000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

28 Oct 2026 15:10 UTC writer usage

payload

{
  "input_tokens": 12895,
  "output_tokens": 18788,
  "total_tokens": 31683,
  "cached_tokens": 11008,
  "reasoning_tokens": 16977,
  "cost_in_usd_ticks": 1220060000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

28 Oct 2026 15:10 UTC writer usage

payload

{
  "input_tokens": 11147,
  "output_tokens": 13902,
  "total_tokens": 25049,
  "cached_tokens": 9216,
  "reasoning_tokens": 12084,
  "cost_in_usd_ticks": 918820000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

28 Oct 2026 15:10 UTC writer published

payload

{
  "briefId": "llamaindex-function-agen",
  "slug": "how-to-build-a-first-llamaindex-functionagent",
  "section": "howtos",
  "status": "published"
}

28 Oct 2026 15:11 UTC writer usage

payload

{
  "input_tokens": 8504,
  "output_tokens": 14975,
  "total_tokens": 23479,
  "cached_tokens": 6272,
  "reasoning_tokens": 12883,
  "cost_in_usd_ticks": 974500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

28 Oct 2026 15:11 UTC editor usage

payload

{
  "input_tokens": 33237,
  "output_tokens": 7960,
  "total_tokens": 41197,
  "cached_tokens": 13056,
  "reasoning_tokens": 7743,
  "cost_in_usd_ticks": 1046500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

28 Oct 2026 15:11 UTC editor usage

payload

{
  "input_tokens": 11234,
  "output_tokens": 9464,
  "total_tokens": 20698,
  "cached_tokens": 2688,
  "reasoning_tokens": 9255,
  "cost_in_usd_ticks": 752200000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

28 Oct 2026 15:11 UTC writer usage

payload

{
  "input_tokens": 12012,
  "output_tokens": 3048,
  "total_tokens": 15060,
  "cached_tokens": 9856,
  "reasoning_tokens": 1086,
  "cost_in_usd_ticks": 275280000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

28 Oct 2026 15:12 UTC editor usage

payload

{
  "input_tokens": 12809,
  "output_tokens": 11934,
  "total_tokens": 24743,
  "cached_tokens": 1152,
  "reasoning_tokens": 11499,
  "cost_in_usd_ticks": 954940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

28 Oct 2026 15:12 UTC writer usage

payload

{
  "input_tokens": 11333,
  "output_tokens": 4639,
  "total_tokens": 15972,
  "cached_tokens": 9216,
  "reasoning_tokens": 2828,
  "cost_in_usd_ticks": 366760000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

28 Oct 2026 15:12 UTC writer usage

payload

{
  "input_tokens": 9910,
  "output_tokens": 15330,
  "total_tokens": 25240,
  "cached_tokens": 9856,
  "reasoning_tokens": 13504,
  "cost_in_usd_ticks": 970160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

28 Oct 2026 15:13 UTC editor usage

payload

{
  "input_tokens": 25857,
  "output_tokens": 11293,
  "total_tokens": 37150,
  "cached_tokens": 11136,
  "reasoning_tokens": 10975,
  "cost_in_usd_ticks": 1127680000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

28 Oct 2026 15:13 UTC editor usage

payload

{
  "input_tokens": 11220,
  "output_tokens": 6634,
  "total_tokens": 17854,
  "cached_tokens": 2688,
  "reasoning_tokens": 6615,
  "cost_in_usd_ticks": 582120000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

28 Oct 2026 15:13 UTC writer usage

payload

{
  "input_tokens": 13325,
  "output_tokens": 8270,
  "total_tokens": 21595,
  "cached_tokens": 11008,
  "reasoning_tokens": 6466,
  "cost_in_usd_ticks": 597580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

28 Oct 2026 15:13 UTC editor usage

payload

{
  "input_tokens": 11922,
  "output_tokens": 10393,
  "total_tokens": 22315,
  "cached_tokens": 2688,
  "reasoning_tokens": 10374,
  "cost_in_usd_ticks": 821700000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

28 Oct 2026 15:13 UTC writer published

payload

{
  "briefId": "strands-first-agent",
  "slug": "how-to-run-a-first-strands-agent-strands-first-agent",
  "section": "howtos",
  "status": "published"
}

28 Oct 2026 15:13 UTC writer published

payload

{
  "briefId": "claude-code-mcp-add",
  "slug": "how-to-connect-claude-code-to-an-mcp-server",
  "section": "howtos",
  "status": "published"
}

28 Oct 2026 15:14 UTC writer usage

payload

{
  "input_tokens": 8689,
  "output_tokens": 7504,
  "total_tokens": 16193,
  "cached_tokens": 6272,
  "reasoning_tokens": 5453,
  "cost_in_usd_ticks": 529940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

28 Oct 2026 15:14 UTC writer dropped

payload

{
  "briefId": "claude-desktop-local-mcp",
  "slug": "how-to-connect-claude-desktop-to-a-local-mcp-server",
  "section": "howtos",
  "status": "dropped",
  "reason": "unsourced commands: \"args\": [; \"-y\",; \"@modelcontextprotocol/server-filesystem\",; \"/Users/username/Desktop\",; \"/Users/username/Downloads\"; \"args\": [; \"-y\",; \"@modelcontextprotocol/server-filesystem\","
}

28 Oct 2026 15:15 UTC editor usage

payload

{
  "input_tokens": 37486,
  "output_tokens": 12917,
  "total_tokens": 50403,
  "cached_tokens": 14336,
  "reasoning_tokens": 12554,
  "cost_in_usd_ticks": 1459700000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 3,
  "web_search_calls": 3,
  "x_search_calls": 0,
  "step": "record-judge"
}

28 Oct 2026 15:15 UTC writer usage

payload

{
  "input_tokens": 11964,
  "output_tokens": 5105,
  "total_tokens": 17069,
  "cached_tokens": 9856,
  "reasoning_tokens": 3350,
  "cost_in_usd_ticks": 397740000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

28 Oct 2026 15:15 UTC editor usage

payload

{
  "input_tokens": 40604,
  "output_tokens": 13875,
  "total_tokens": 54479,
  "cached_tokens": 13952,
  "reasoning_tokens": 13506,
  "cost_in_usd_ticks": 1585300000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 3,
  "web_search_calls": 3,
  "x_search_calls": 0,
  "step": "record-judge-again"
}

28 Oct 2026 15:15 UTC writer dropped

payload

{
  "briefId": "cursor-agent-sdk-start",
  "slug": "how-to-scaffold-a-cursor-agent-sdk-agent",
  "section": "howtos",
  "status": "dropped",
  "reason": "Next-step claim that the PR-reviewer quickstart replaces bot/instructions.md and only then talks about deploy. Deploy is a later section, after tools, a review run, and a GitHub replay.; \"The overview"
}

28 Oct 2026 15:18 UTC editor usage

payload

{
  "input_tokens": 35495,
  "output_tokens": 12575,
  "total_tokens": 48070,
  "cached_tokens": 2304,
  "reasoning_tokens": 12144,
  "cost_in_usd_ticks": 1579840000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 3,
  "web_search_calls": 3,
  "x_search_calls": 0,
  "step": "record-judge-again"
}

28 Oct 2026 15:18 UTC writer dropped

payload

{
  "briefId": "mastra-first-agent",
  "slug": "how-to-create-a-first-mastra-agent",
  "section": "howtos",
  "status": "dropped",
  "reason": "Three empty code spans omit the Swagger URL. The Studio source names http://localhost:4111/swagger-ui, so the API confirmation step and the reader next-step are not followable as written.; \"These two "
}

28 Oct 2026 15:18 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2115463169552392299"
  ]
}

28 Oct 2026 15:18 UTC social usage

payload

{
  "input_tokens": 1534,
  "output_tokens": 929,
  "total_tokens": 2463,
  "cached_tokens": 1152,
  "reasoning_tokens": 882,
  "cost_in_usd_ticks": 69140000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

28 Oct 2026 15:18 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 6,
  "filtered": 6,
  "briefs": 7,
  "published": 3,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2115463169552392299"
    ]
  },
  "outcomes": [
    {
      "briefId": "claude-desktop-local-mcp",
      "slug": "how-to-connect-claude-desktop-to-a-local-mcp-server",
      "section": "howtos",
      "status": "dropped",
      "reason": "unsourced commands: \"args\": [; \"-y\",; \"@modelcontextprotocol/server-filesystem\",; \"/Users/username/Desktop\",; \"/Users/username/Downloads\"; \"args\": [; \"-y\",; \"@modelcontextprotocol/server-filesystem\","
    },
    {
      "briefId": "claude-code-mcp-add",
      "slug": "how-to-connect-claude-code-to-an-mcp-server",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "strands-first-agent",
      "slug": "how-to-run-a-first-strands-agent-strands-first-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "llamaindex-function-agen",
      "slug": "how-to-build-a-first-llamaindex-functionagent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "pydantic-ai-first-agent",
      "slug": "how-to-run-a-first-pydanticai-agent",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    },
    {
      "briefId": "cursor-agent-sdk-start",
      "slug": "how-to-scaffold-a-cursor-agent-sdk-agent",
      "section": "howtos",
      "status": "dropped",
      "reason": "Next-step claim that the PR-reviewer quickstart replaces bot/instructions.md and only then talks about deploy. Deploy is a later section, after tools, a review run, and a GitHub replay.; \"The overview"
    },
    {
      "briefId": "mastra-first-agent",
      "slug": "how-to-create-a-first-mastra-agent",
      "section": "howtos",
      "status": "dropped",
      "reason": "Three empty code spans omit the Swagger URL. The Studio source names http://localhost:4111/swagger-ui, so the API confirmation step and the reader next-step are not followable as written.; \"These two "
    }
  ]
}

28 Oct 2026 15:18 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261028-0800/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-10-28.md"
}

28 Oct 2026 15:18 UTC manager emailed

payload

{
  "messageId": "<[redacted]@subagentic.ai>",
  "count": 1
}